The air in the office seemed thick and stagnant to Helen. The training session loomed over her like a dark cloud. She didn't want to explain her job to anyone, especially not this eager beaver, as she thought of her replacement, a girl named Jessica.

Helen kept her replies short and to the point. Her posture was rigid. She avoided eye contact as much as possible, her gaze fixed on the task at hand. The presentation she made looked meticulously prepared, but her words felt hollow.

“This is how you do it,” she said, her voice monotone. Helen felt the impulse to just walk out, to leave it all behind. She wanted to yell at someone, maybe just at the sky.

Jessica's attempts at conversation were met with curt nods and mumbled responses. The clock seemed to be mocking her, ticking away the minutes.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184